MCPs
Servers exposing tools and data over one protocol
- Listed
- 61,707
- Ranked
- 46.5%
- Top Score
- 99.9
Pick
The pick and its runners-up, in score order
- chrome-devtools99.94 signals
Runner-up · #1 on this shelf
Chrome control through the DevTools protocol: automation, debugging, performance traces
52,627 stars · 4,864 forks · 4 mentions · passed install testNo one-command install · Source - github-mcp99.93 signals
The pick · #3 on this shelf
Issues, pull requests, repository search and commits without shelling out to git
Picked as the server most coding agents need first, published by GitHub itself; the rows above it drive a browser and convert documents.
32,663 stars · 4,883 forks · passed install testarmory install github-mcp --cli claude - genai-toolbox99.83 signals
Runner-up · #5 on this shelf
Pre-defined queries against Postgres, MySQL, Spanner and other databases, set up in YAML
A runner-up for database access; the rows above it drive a browser, convert documents, work with GitHub and follow the news.
16,293 stars · 1,706 forks · passed install testNo one-command install · Source
Deploy access · Composio: a key, plus the owner's OAuth consent per app; the agent never holds the third-party token. Every account
Top Ranked
Needs the armory CLI · not on npm yet, build it from cli/ in the repository
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.960 | chrome-devtoolsmcp · browser | Provides direct Chrome browser control through DevTools for web automation, debugging, and performance analysis using accessibility tree snapshots for… | 52,627 stars · 4,864 forks · 4 mentions · passed install test | No one-command install · Source | |
| 2 | 99.949 | markitdownmcp · other | Integrates with Microsoft's MarkItDown tool to convert documents like PDFs, Word files, and PowerPoint presentations into clean, structured markdown… | 177,617 stars · 13,061 forks · 1 mention | No one-command install · Source | |
| 3 | 99.940 | github-mcpmcp · github-vcs | Use when an agent needs to operate GitHub natively — create issues and PRs, read and search repositories, and inspect commits — instead of shelling… | 32,663 stars · 4,883 forks · passed install test | armory install github-mcp --cli claude | |
| 4 | 99.901 | world-monitor-mcpmcp · ai-agents | MCP server for real-time global intelligence, AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking, enabling agents and… | 87,417 stars · 13,325 forks | No one-command install · Source | |
| 5 | 99.897 | genai-toolboxmcp · database | Provides a secure, configurable interface for executing pre-defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server… | 16,293 stars · 1,706 forks · passed install test | No one-command install · Source | |
| 6 | 99.895 | glips-figma-contextmcp · front-end | Integrates with Figma's design platform API to enable AI-driven design operations, asset management, and team collaboration within Figma workflows. | 15,754 stars · 1,258 forks · passed install test | No one-command install · Source | |
| 7 | 99.855 | idosal-git-mcpmcp · github-vcs | Transform any GitHub project (repositories or GitHub pages) into a documentation hub. Allows AI tools like Cursor to access up-to-date documentation… | 8,429 stars · 747 forks · passed install test | No one-command install · Source | |
| 8 | 99.852 | firecrawl-mcpmcp · browser | Use when an agent needs to turn the web into clean data — scrape a page, crawl a site, or extract structured content (incl. from PDFs) as markdown the… | 7,515 stars · 895 forks · passed install test | No one-command install · Source | |
| 9 | 99.851 | d4vinci-scraplingmcp · front-end | Provides advanced web scraping capabilities with browser fingerprint impersonation, dynamic content fetching via Chromium, and stealth scraping… | 77,802 stars · 7,814 forks · 1 mention | No one-command install · Source | |
| 10 | 99.850 | la-rebelion-labs-registrymcp · back-end | Search and discover MCP servers through the official MCP Registry service. | 7,213 stars · 976 forks · 2 mentions · passed install test | No one-command install · Source | |
| 11 | 99.847 | netdatamcp · observability | Real-time infrastructure monitoring with metrics, logs, alerts, and ML anomaly detection | 80,661 stars · 6,636 forks | No one-command install · Source | |
| 12 | 99.843 | xcodebuildmcp · front-end | Enables building, running, and debugging iOS and macOS applications through Xcode with tools for project discovery, simulator management, app… | 6,323 stars · 313 forks · passed install test | No one-command install · Source | |
| 13 | 99.828 | mem0-mcpmcp · ai-agents | Use to give an agent long-term, cross-session memory backed by a managed service — store and semantically recall facts about a user or project that… | 66,022 stars · 7,762 forks · 21 mentions | No one-command install · Source | |
| 14 | 99.824 | peekaboomcp · back-end | A macOS automation tool that provides high-fidelity screen capture, AI analysis, and complete GUI automation through a CLI and MCP server, enabling… | 5,098 stars · 393 forks · passed install test | No one-command install · Source | |
| 15 | 99.822 | examcp · search | Query Exa API to retrieve structured search results. | 4,952 stars · 378 forks · passed install test | No one-command install · Source | |
| 16 | 99.811 | codegraphmcp · search | Supercharges AI coding agents with a pre-indexed semantic code graph, enabling instant symbol relationships, impact analysis, and context retrieval… | 72,120 stars · 4,628 forks | No one-command install · Source | |
| 17 | 99.780 | metabasemcp · ai-agents | Official Metabase MCP server enabling AI agents to search, explore, query, and visualize data in a self-hosted Metabase instance. | 49,047 stars · 6,782 forks | No one-command install · Source | |
| 18 | 99.762 | context7-mcpmcp · back-end | Use whenever an agent needs current, version-accurate docs for a library, framework, SDK, or API — it fetches live documentation so the agent isn't… | 62,445 stars · 3,032 forks · 6 mentions | No one-command install · Source | |
| 19 | 99.742 | tavily-searchmcp · search | Integrates with Tavily API to provide real-time web search and content extraction capabilities for research, aggregation, and fact-checking tasks. | 2,366 stars · 291 forks · passed install test | No one-command install · Source | |
| 20 | 99.732 | mindsdbmcp · database | MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications. | 39,680 stars · 6,240 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.
Leaderboard ranks all 28,693 scored rows. Formula shows the calculation.